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Poster
Tue Dec 10th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #192
A Meta-MDP Approach to Exploration for Lifelong Reinforcement Learning
Francisco Garcia · Philip Thomas
Poster
Tue Dec 10th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #193
Limiting Extrapolation in Linear Approximate Value Iteration
Andrea Zanette · Alessandro Lazaric · Mykel J Kochenderfer · Emma Brunskill
Poster
Tue Dec 10th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #194
Propagating Uncertainty in Reinforcement Learning via Wasserstein Barycenters
Alberto Maria Metelli · Amarildo Likmeta · Marcello Restelli
Poster
Tue Dec 10th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #195
Provably Efficient Q-Learning with Low Switching Cost
Yu Bai · Tengyang Xie · Nan Jiang · Yu-Xiang Wang
Poster
Tue Dec 10th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #196
Regret Bounds for Learning State Representations in Reinforcement Learning
Ronald Ortner · Matteo Pirotta · Alessandro Lazaric · Ronan Fruit · Odalric-Ambrym Maillard
Poster
Tue Dec 10th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #197
Safe Exploration for Interactive Machine Learning
Matteo Turchetta · Felix Berkenkamp · Andreas Krause
Poster
Tue Dec 10th 10:45 AM -- 12:45 PM @ East Exhibition Hall B + C #198
Successor Uncertainties: Exploration and Uncertainty in Temporal Difference Learning
David Janz · Jiri Hron · Przemysław Mazur · Katja Hofmann · José Miguel Hernández-Lobato · Sebastian Tschiatschek
Poster
Tue Dec 10th 05:30 -- 07:30 PM @ East Exhibition Hall B + C #178
Almost Horizon-Free Structure-Aware Best Policy Identification with a Generative Model
Andrea Zanette · Mykel J Kochenderfer · Emma Brunskill
Poster
Tue Dec 10th 05:30 -- 07:30 PM @ East Exhibition Hall B + C #179
Better Exploration with Optimistic Actor Critic
Kamil Ciosek · Quan Vuong · Robert Loftin · Katja Hofmann
Poster
Tue Dec 10th 05:30 -- 07:30 PM @ East Exhibition Hall B + C #180
Provably Efficient Q-learning with Function Approximation via Distribution Shift Error Checking Oracle
Simon Du · Yuping Luo · Ruosong Wang · Hanrui Zhang
Poster
Tue Dec 10th 05:30 -- 07:30 PM @ East Exhibition Hall B + C #181
Explicit Planning for Efficient Exploration in Reinforcement Learning
Liangpeng Zhang · Ke Tang · Xin Yao
Poster
Tue Dec 10th 05:30 -- 07:30 PM @ East Exhibition Hall B + C #182
Exploration Bonus for Regret Minimization in Discrete and Continuous Average Reward MDPs
Jian QIAN · Ronan Fruit · Matteo Pirotta · Alessandro Lazaric
Poster
Tue Dec 10th 05:30 -- 07:30 PM @ East Exhibition Hall B + C #183
Information-Theoretic Confidence Bounds for Reinforcement Learning
Xiuyuan Lu · Benjamin Van Roy
Poster
Tue Dec 10th 05:30 -- 07:30 PM @ East Exhibition Hall B + C #184
Worst-Case Regret Bounds for Exploration via Randomized Value Functions
Daniel Russo